Solid‐electrolyte interphases (SEI) are key to stable, high voltage lithium‐ion batteries (LIBs) as a protective barrier that prevents electrolyte decomposition. SEI are thought to play a similar role in highly concentrated water‐in‐salt electrolytes (WISE) for emerging aqueous batteries, but their properties remain unknown. In this work, we utilized advanced scanning electrochemical microscopy (SECM) and operando electrochemical mass spectrometry (OEMS) techniques to gain deeper insight into the SEI that occur within highly concentrated WISE. As a model, we focus on a 55 mol/kg K(FSA)0.6(OTf)0.4 electrolyte and a 3,4,9,10‐perylenetetracarboxylic diimide negative electrode. For the first time, our work showed distinctly passivating structures with slow apparent electron transfer rates alike to SEI found in LIBs. In‐situ analyses indicated stable passivating structures when PTCDI was stepped to low potentials (~‐1.3 V vs. Ag/AgCl). However, the observed SEI was discontinuous at the surface and H2 evolution occurred as the electrode reached more extreme potentials. OEMS measurements further confirmed a shift in the evolution of detectable H2 from ‐0.9 V to <‐1.4 V vs. Ag/AgCl when changing from dilute to concentrated electrolytes. In all, our work shows a combined approach of traditional battery measurements with in‐situ analyses for improving characterization of other unknown SEI.